Friedman rank sum test for G-mean
Friedman chi-squared = 47.388, df = 4, p-value = 1.266e-09
| OOB | UOB | OB | VFDT | ESOS_ELM |
|---|---|---|---|---|
| 1.18 | 2.35 | 3 | 3.94 | 4.53 |
Friedman rank sum test for Recall
Friedman chi-squared = 45.129, df = 4, p-value = 3.737e-09
| UOB | OOB | OB | ESOS_ELM | VFDT |
|---|---|---|---|---|
| 1.12 | 2.29 | 3.59 | 3.65 | 4.35 |
Friedman rank sum test for G-mean
Friedman chi-squared = 159.46, df = 4, p-value < 2.2e-16
| OOB | UOB | OB | VFDT | ESOS_ELM |
|---|---|---|---|---|
| 1.17 | 2.25 | 3.59 | 3.95 | 4.03 |
Friedman rank sum test for Recall
Friedman chi-squared = 182.19, df = 4, p-value < 2.2e-16
| UOB | OOB | ESOS_ELM | OB | VFDT |
|---|---|---|---|---|
| 1.06 | 2.3 | 3.28 | 4.12 | 4.23 |
Friedman rank sum test for G-mean
Friedman chi-squared = 35.92, df = 4, p-value = 3.005e-07
| OB | OOB | UOB | VFDT | ESOS_ELM |
|---|---|---|---|---|
| 1.5 | 1.7 | 2.8 | 4 | 5 |
Friedman rank sum test for Recall
Friedman chi-squared = 20.56, df = 4, p-value = 0.000387
| ESOS_ELM | OOB | OB | UOB | VFDT |
|---|---|---|---|---|
| 2.2 | 2.3 | 2.4 | 3.2 | 4.9 |
Friedman rank sum test for G-mean
Friedman chi-squared = 22.64, df = 4, p-value = 0.0001494
| OOB | VFDT | OB | UOB | ESOS_ELM |
|---|---|---|---|---|
| 1.8 | 2.3 | 2.4 | 3.9 | 4.6 |
Friedman rank sum test for Recall
Friedman chi-squared = 19.6, df = 4, p-value = 0.0005989
| ESOS_ELM | VFDT | OB | OOB | UOB |
|---|---|---|---|---|
| 1.6 | 2 | 3.7 | 3.8 | 3.9 |
Friedman rank sum test for G-mean
Friedman chi-squared = 22.267, df = 4, p-value = 0.0001774
| OOB | OB | UOB | VFDT | ESOS_ELM |
|---|---|---|---|---|
| 1.33 | 1.67 | 3.17 | 3.83 | 5 |
Friedman rank sum test for Recall
Friedman chi-squared = 12.533, df = 4, p-value = 0.0138
| OOB | UOB | OB | VFDT | ESOS_ELM |
|---|---|---|---|---|
| 2.17 | 2.17 | 2.17 | 4.17 | 4.33 |
Friedman rank sum test for G-mean
Friedman chi-squared = 23.333, df = 4, p-value = 0.0001086
| OOB | OB | UOB | VFDT | ESOS_ELM |
|---|---|---|---|---|
| 1 | 2.17 | 2.83 | 4 | 5 |
Friedman rank sum test for Recall
Friedman chi-squared = 20.4, df = 4, p-value = 0.0004163
| OOB | OB | UOB | VFDT | ESOS_ELM |
|---|---|---|---|---|
| 1.17 | 2 | 3 | 4.17 | 4.67 |
Friedman rank sum test for G-mean
Friedman chi-squared = 22.933, df = 4, p-value = 0.0001306
| OOB | OB | UOB | VFDT | ESOS_ELM |
|---|---|---|---|---|
| 1.33 | 1.67 | 3 | 4 | 5 |
Friedman rank sum test for Recall
Friedman chi-squared = 22.267, df = 4, p-value = 0.0001774
| OOB | OB | UOB | VFDT | ESOS_ELM |
|---|---|---|---|---|
| 1.33 | 1.67 | 3 | 4.17 | 4.83 |
Friedman rank sum test for G-mean
Friedman chi-squared = 148.54, df = 4, p-value < 2.2e-16
| OOB | OB | UOB | VFDT | ESOS_ELM |
|---|---|---|---|---|
| 1.4 | 2.24 | 2.93 | 3.65 | 4.78 |
Friedman rank sum test for Recall
Friedman chi-squared = 38.124, df = 4, p-value = 1.057e-07
| OOB | UOB | OB | ESOS_ELM | VFDT |
|---|---|---|---|---|
| 2.33 | 2.53 | 2.85 | 3.33 | 3.96 |
Friedman rank sum test for G-mean
Friedman chi-squared = 127.06, df = 4, p-value < 2.2e-16
| UOB | OOB | ESOS_ELM | OB | VFDT |
|---|---|---|---|---|
| 1.25 | 2.17 | 2.72 | 4.25 | 4.6 |
Friedman rank sum test for Recall
Friedman chi-squared = 139.64, df = 4, p-value < 2.2e-16
| UOB | ESOS_ELM | OOB | OB | VFDT |
|---|---|---|---|---|
| 1.52 | 1.57 | 2.9 | 4.42 | 4.58 |
Friedman rank sum test for G-mean
Friedman chi-squared = 63.44, df = 4, p-value = 5.483e-13
| UOB | OOB | ESOS_ELM | VFDT | OB |
|---|---|---|---|---|
| 2.02 | 2.35 | 2.62 | 3.52 | 4.47 |
Friedman rank sum test for Recall
Friedman chi-squared = 112.68, df = 4, p-value < 2.2e-16
| UOB | ESOS_ELM | OOB | VFDT | OB |
|---|---|---|---|---|
| 1.52 | 1.9 | 3.02 | 3.83 | 4.72 |
Friedman rank sum test for G-mean
Friedman chi-squared = 38.667, df = 4, p-value = 8.163e-08
| UOB | OOB | ESOS_ELM | VFDT | OB |
|---|---|---|---|---|
| 1.5 | 2 | 2.5 | 4.33 | 4.67 |
Friedman rank sum test for Recall
Friedman chi-squared = 42.467, df = 4, p-value = 1.335e-08
| UOB | ESOS_ELM | OOB | VFDT | OB |
|---|---|---|---|---|
| 1.42 | 1.67 | 2.92 | 4.33 | 4.67 |
Friedman rank sum test for G-mean
Friedman chi-squared = 30.667, df = 4, p-value = 3.58e-06
| UOB | OOB | ESOS_ELM | VFDT | OB |
|---|---|---|---|---|
| 1.5 | 2 | 3 | 4.17 | 4.33 |
Friedman rank sum test for Recall
Friedman chi-squared = 42.933, df = 4, p-value = 1.068e-08
| UOB | ESOS_ELM | OOB | VFDT | OB |
|---|---|---|---|---|
| 1.25 | 1.83 | 2.92 | 4.42 | 4.58 |
Friedman rank sum test for G-mean
Friedman chi-squared = 54.222, df = 4, p-value = 4.728e-11
| UOB | OOB | ESOS_ELM | VFDT | OB |
|---|---|---|---|---|
| 1.39 | 2.17 | 2.61 | 4.22 | 4.61 |
Friedman rank sum test for Recall
Friedman chi-squared = 58.933, df = 4, p-value = 4.86e-12
| UOB | ESOS_ELM | OOB | VFDT | OB |
|---|---|---|---|---|
| 1.39 | 1.89 | 2.83 | 4.17 | 4.72 |
Friedman rank sum test for G-mean
Friedman chi-squared = 106.73, df = 4, p-value < 2.2e-16
| OOB | UOB | ESOS_ELM | VFDT | OB |
|---|---|---|---|---|
| 1.82 | 1.88 | 3 | 4.02 | 4.28 |
Friedman rank sum test for Recall
Friedman chi-squared = 113.96, df = 4, p-value < 2.2e-16
| UOB | ESOS_ELM | OOB | VFDT | OB |
|---|---|---|---|---|
| 1.74 | 2.26 | 2.46 | 4.14 | 4.4 |
Friedman rank sum test for G-mean
Friedman chi-squared = 77.248, df = 4, p-value = 6.665e-16
| UOB | OOB | ESOS_ELM | VFDT | OB |
|---|---|---|---|---|
| 1.92 | 2.28 | 2.84 | 3.64 | 4.32 |
Friedman rank sum test for Recall
Friedman chi-squared = 98.992, df = 4, p-value < 2.2e-16
| ESOS_ELM | UOB | OOB | VFDT | OB |
|---|---|---|---|---|
| 1.92 | 2.04 | 2.9 | 3.54 | 4.6 |
## Warning: Removed 46 rows containing missing values (geom_point).
## Warning: Removed 46 rows containing missing values (geom_point).
## Warning: Removed 46 rows containing missing values (geom_point).
## Warning: Removed 46 rows containing missing values (geom_point).
Friedman rank sum test for G-mean
Friedman chi-squared = 389.53, df = 4, p-value < 2.2e-16
| UOB | OOB | ESOS_ELM | VFDT | OB |
|---|---|---|---|---|
| 1.76 | 2.15 | 2.91 | 3.91 | 4.27 |
Friedman rank sum test for Recall
Friedman chi-squared = 481.47, df = 4, p-value < 2.2e-16
| UOB | ESOS_ELM | OOB | VFDT | OB |
|---|---|---|---|---|
| 1.76 | 1.96 | 2.82 | 3.95 | 4.51 |
Friedman rank sum test for G-mean
Friedman chi-squared = 631.08, df = 4, p-value < 2.2e-16
| OOB | UOB | ESOS_ELM | OB | VFDT |
|---|---|---|---|---|
| 1.85 | 1.98 | 3.34 | 3.89 | 3.94 |
Friedman rank sum test for Recall
Friedman chi-squared = 738.8, df = 4, p-value < 2.2e-16
| UOB | ESOS_ELM | OOB | VFDT | OB |
|---|---|---|---|---|
| 1.71 | 2.32 | 2.68 | 4.06 | 4.22 |
Dataset Iteration Range Safe Borderline Outlier Rare IR
1 Tripadvisor 1 0-2000 0.42 0.33 0.14 0.11 2.31 2 Tripadvisor 2 2000-4000 0.39 0.39 0.13 0.10 2.10 3 Tripadvisor 3 4000-6000 0.37 0.33 0.13 0.17 3.65 4 Tripadvisor 4 6000-8000 0.40 0.35 0.13 0.13 2.37 5 Tripadvisor 5 8000-10000 0.36 0.33 0.16 0.15 2.93 6 Tripadvisor 6 10000-12000 0.45 0.32 0.13 0.09 2.48 Minority.ratio 1 0.3021148 2 0.3225806 3 0.2150538 4 0.2967359 5 0.2544529 6 0.2873563
[1] “Tripadvisor” [1] “Amazon” [1] “Twitter” [1] “PAKDD”
[1] “Tripadvisor”
## `summarise()` regrouping output by 'Example' (override with `.groups` argument)
[1] “Amazon”
## `summarise()` regrouping output by 'Example' (override with `.groups` argument)
[1] “Twitter”
## `summarise()` regrouping output by 'Example' (override with `.groups` argument)
[1] “PAKDD”
## `summarise()` regrouping output by 'Example' (override with `.groups` argument)
## Warning: package 'apcluster' was built under R version 4.0.3
##
## Attaching package: 'apcluster'
## The following object is masked from 'package:stats':
##
## heatmap
## Warning: package 'farff' was built under R version 4.0.3
## Parse with reader=readr : ../../real-streams/streams/amazon.arff
## Loading required package: readr
## header: 0.000000; preproc: 0.050000; data: 0.110000; postproc: 0.000000; total: 0.160000
## Parse with reader=readr : ../../real-streams/streams/twitter.arff
## header: 0.000000; preproc: 0.050000; data: 0.060000; postproc: 0.000000; total: 0.110000
## Parse with reader=readr : ../../real-streams/streams/tripadvisor.arff
## header: 0.010000; preproc: 0.110000; data: 0.130000; postproc: 0.000000; total: 0.250000
## Warning in .local(s, x = x, ...): algorithm did not converge; turn on details
## and call plot() to monitor net similarity. Consider
## increasing 'maxits' and 'convits', and, if oscillations occur
## also increasing damping factor 'lam'.
## Parse with reader=readr : ../../real-streams/streams/pakdd.arff
## header: 0.000000; preproc: 0.080000; data: 0.190000; postproc: 0.000000; total: 0.270000
## Warning in .local(s, x = x, ...): algorithm did not converge; turn on details
## and call plot() to monitor net similarity. Consider
## increasing 'maxits' and 'convits', and, if oscillations occur
## also increasing damping factor 'lam'.
[1] “amazon” [1] “twitter” [1] “tripadvisor” [1] “pakdd”
## Warning: package 'viridis' was built under R version 4.0.3
## Loading required package: viridisLite
## Parse with reader=readr : ../../real-streams/streams/pakdd.arff
## header: 0.000000; preproc: 0.070000; data: 0.180000; postproc: 0.000000; total: 0.250000
## Parse with reader=readr : ../../real-streams/streams/amazon.arff
## header: 0.010000; preproc: 0.040000; data: 0.050000; postproc: 0.000000; total: 0.100000
## Parse with reader=readr : ../../real-streams/streams/twitter.arff
## header: 0.010000; preproc: 0.050000; data: 0.060000; postproc: 0.000000; total: 0.120000
## Parse with reader=readr : ../../real-streams/streams/tripadvisor.arff
## header: 0.000000; preproc: 0.110000; data: 0.130000; postproc: 0.000000; total: 0.240000